ChatGPT and generative artificial intelligence: an exploratory study of key benefits and challenges in operations and supply chain management DOI
Samuel Fosso Wamba, Cameron Guthrie, Maciel M. Queiroz

et al.

International Journal of Production Research, Journal Year: 2023, Volume and Issue: 62(16), P. 5676 - 5696

Published: Dec. 20, 2023

ChatGPT and generative artificial intelligence (Gen-AI) are transforming firms supply chains. However, the empirical literature reporting benefits, challenges, outlook of these nascent technologies in operations chain management (OSCM) is limited. This study surveys current projects perceptions US (n = 119) UK 181) We found that range from proof-of-concept to full implementation, with a main focus on operational gains, such as improved customer satisfaction, cost minimisation, process efficiencies. The challenges concern data, technological organisational issues. Expected benefits dominated by savings enhanced experience, but also include increased automation sustainability. Industries were cluster around six groups according perceived implementation challenges. Our findings contribute emerging Gen-AI use OSCM, practice mapping outlook, maturity level

Language: Английский

Is Industry 5.0 a Human-Centred Approach? A Systematic Review DOI Open Access
Joel Alves, Tânia M. Lima, Pedro Dinis Gaspar

et al.

Processes, Journal Year: 2023, Volume and Issue: 11(1), P. 193 - 193

Published: Jan. 7, 2023

Industry 5.0 presents itself as a strategy that puts the human factor at centre of production, where well-being worker is prioritized, well more sustainable and resilient production systems. For centricity, it necessary to empower beings and, respectively, industrial operators, improve their individual skills competences in collaboration or cooperation with digital technologies. This research’s main purpose distinguishing point are determine whether truly human-oriented how centricity can be created that, this systematic literature review article analyses clarifies concepts ideologies its respective technologies (Artificial Intelligence, Robotics, Human-robot collaboration, Digitalization), strategies aim achieving systems, especially for worker.

Language: Английский

Citations

155

A review on reinforcement learning algorithms and applications in supply chain management DOI Creative Commons
Benjamin Rolf, Ilya Jackson, Marcel Müller

et al.

International Journal of Production Research, Journal Year: 2022, Volume and Issue: 61(20), P. 7151 - 7179

Published: Nov. 3, 2022

Decision-making in supply chains is challenged by high complexity, a combination of continuous and discrete processes, integrated interdependent operations, dynamics, adaptability. The rapidly increasing data availability, computing power intelligent algorithms unveil new potentials adaptive data-driven decision-making. Reinforcement Learning, class machine learning algorithms, one the methods. This semi-systematic literature review explores current state art reinforcement chain management (SCM) proposes classification framework. framework classifies academic papers based on drivers, sources, industrial sectors. conducted revealed few critical insights. First, classic Q-learning algorithm still most popular one. Second, inventory common application chains, as it pivotal element synchronisation. Last, reviewed address toy-like SCM problems driven artificial data. Therefore, shifting to industry-scale will be crucial challenge next years. If this shift successful, vision decision-making real-time could become reality.

Language: Английский

Citations

151

Behind the definition of Industry 5.0: a systematic review of technologies, principles, components, and values DOI Creative Commons
Morteza Ghobakhloo, Mohammad Iranmanesh, Ming‐Lang Tseng

et al.

Journal of Industrial and Production Engineering, Journal Year: 2023, Volume and Issue: 40(6), P. 432 - 447

Published: May 27, 2023

This study addresses the emerging concept of Industry 5.0, which aims to tackle societal concerns associated with ongoing digital industrial transformation. However, there is still a lack consensus on definition and scope as well limited understanding its technological components, design principles, intended values. To bridge these knowledge gaps, conducts content-centric review relevant literature synthesizes evidence develop an architectural for 5.0. The findings reveal that 5.0 represents future transformation, offering potential solutions socio-economic environmental issues were inadequately addressed or exacerbated by 4.0. provides managers, industrialists, policymakers comprehensive overview including constituents, smart emphasizing importance stakeholder involvement integration effective governance transformation within this framework.

Language: Английский

Citations

125

The impact of industry 4.0 on supply chain capability and supply chain resilience: A dynamic resource-based view DOI Creative Commons

Kerry Huang,

Kedi Wang, Peter K.C. Lee

et al.

International Journal of Production Economics, Journal Year: 2023, Volume and Issue: 262, P. 108913 - 108913

Published: May 15, 2023

Industry 4.0, a collection of emerging intelligent and digital technologies, has been the main interest both researchers practitioners in operations management (OM) recent years. Despite its proclaimed effectiveness supply chain (SC) management, empirical studies examining effects 4.0 adoption on SC resilience have underrepresented current OM literature. In our study, we explore 16 technologies IT advancement concerning through mediating roles capabilities with respect to collaboration visibility. Following dynamic resource-based view (RBV), regard as two important resources heterogeneity, visibility essential capabilities, competitive advantages. We suggest combination evolution helps firms obtain advantage regarding resilience. Using data from survey 408 Chinese manufacturing firms, reveal is positively related that nonsignificant impact whereas positive capabilities. Additionally, influence significantly mediate impacts Our study offers an enhanced understanding specific flows between provides nuanced insights for literature practice.

Language: Английский

Citations

123

Industry 5.0 challenges for post-pandemic supply chain sustainability in an emerging economy DOI

Chitra Lekha Karmaker,

A.B.M. Mainul Bari,

Md. Zahidul Anam

et al.

International Journal of Production Economics, Journal Year: 2023, Volume and Issue: 258, P. 108806 - 108806

Published: Feb. 11, 2023

Language: Английский

Citations

121

Actions and approaches for enabling Industry 5.0‐driven sustainable industrial transformation: A strategy roadmap DOI Creative Commons
Morteza Ghobakhloo, Mohammad Iranmanesh, Manuel Morales

et al.

Corporate Social Responsibility and Environmental Management, Journal Year: 2022, Volume and Issue: 30(3), P. 1473 - 1494

Published: Dec. 8, 2022

Abstract Although Industry 4.0 was believed to promote sustainable development, it has ignored or misunderstood many prevailing sustainability concerns, which led the emergence of 5.0 agenda. While desirable values are widely acknowledged, knowledge how this agenda can deliver transformation is lacking. The present study addresses gap, explaining should be managed facilitate development. Therefore, strives model underlying mechanism for enabling such transformation. conducted a content‐centric review literature and identified 11 actions approaches that serve as enablers further interpretive structural modeling structured an steps needed 5.0. Finally, developed strategy roadmap Results emphasized stakeholder salience, highlighting role integration collaboration in Proactive governmental support most driving enabler 5.0, whereas eco‐innovation value network reformation among complex hard‐to‐develop enablers. offer several implications policymakers practitioners, functionality each approach necessary determines sequential relationships these strategies identifies their optimal development sequence synergistically. identify codependences transition highlight interactions complementarities.

Language: Английский

Citations

115

Intelligent digital twin (iDT) for supply chain stress-testing, resilience, and viability DOI
Dmitry Ivanov

International Journal of Production Economics, Journal Year: 2023, Volume and Issue: 263, P. 108938 - 108938

Published: June 7, 2023

Language: Английский

Citations

110

Industry 5.0 implications for inclusive sustainable manufacturing: An evidence-knowledge-based strategic roadmap DOI Creative Commons
Morteza Ghobakhloo, Mohammad Iranmanesh, Behzad Foroughi

et al.

Journal of Cleaner Production, Journal Year: 2023, Volume and Issue: 417, P. 138023 - 138023

Published: July 6, 2023

Despite the hype surrounding Industry 5.0 and its importance for sustainability, micro-mechanisms through which this agenda can lead to socio-environmental values are largely understudied. The present study strived address knowledge gap by developing a strategic roadmap that outlines how boost sustainable manufacturing. first conducted content-centric literature review identified 12 functions inclusively further developed complex contextual relationships among explained they should be synergistically leveraged maximize their contribution sustainability. Results reveal value network integration, technology governance, business model innovation, skill development most driver tangible implications of Alternatively, renewable integration manufacturing resilience dependent hard-to-reach 5.0, materialization requires major collaboration stakeholders. stakeholders leverage technological functional constituents promote inclusively.

Language: Английский

Citations

110

Toward supply chain viability theory: from lessons learned through COVID-19 pandemic to viable ecosystems DOI Open Access
Dmitry Ivanov, Alexandre Dolgui, Jennifer Blackhurst

et al.

International Journal of Production Research, Journal Year: 2023, Volume and Issue: 61(8), P. 2402 - 2415

Published: March 14, 2023

The COVID-19 pandemic has triggered new research areas in supply chain resilience. One of these is viability. Viability extends the resilience understanding from performance-based assessment firm’s responses to disruptions towards survivability both chains and associated ecosystems not only during some short-term but also under conditions long-term crises. To explore state-of-the-art knowledge on methods, models, capabilities, technologies viability, we edited this important IJPR special issue. introduce issue, review existing literature conceptualise seven major pillars viability theory (i.e. viable design, process planning control, ripple effect, intertwined reconfigurable networks, ecosystems, digital chain, Industry 5.0), establish future directions. findings editorial paper, as well articles can be used by researchers practitioners alike consolidate recent advances practices networks lay solid foundation for further developments area.

Language: Английский

Citations

101

Post-pandemic adaptation and development of supply chain viability theory DOI
Dmitry Ivanov, Burcu B. Keskin

Omega, Journal Year: 2022, Volume and Issue: 116, P. 102806 - 102806

Published: Nov. 16, 2022

Language: Английский

Citations

94